{"id":"W4416417020","doi":"10.3390/fi17110530","title":"A Stateful Extension to P4THLS for Advanced Telemetry and Flow Control","year":2025,"lang":"en","type":"article","venue":"Future Internet","topic":"Network Time Synchronization Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stateful firewall; Field-programmable gate array; Forwarding plane; Pipeline (software); Network packet; Context switch; Context (archaeology); Reduction (mathematics); Packet processing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001246735,0.0001243262,0.0001693827,0.0001647626,0.00004288709,0.0001010147,0.0005174386,0.00008065485,0.00001263243],"category_scores_gemma":[0.000120395,0.0001073146,0.00003205559,0.0003713735,0.00002401996,0.0001653439,0.0002644789,0.00008896171,0.0000166967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004129119,"about_ca_system_score_gemma":0.00002732707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002551504,"about_ca_topic_score_gemma":0.00001315973,"domain_scores_codex":[0.9991101,0.00001926285,0.0001773212,0.0003892493,0.00008730316,0.00021675],"domain_scores_gemma":[0.9992899,0.0000993497,0.00004663699,0.0003943426,0.0001274016,0.00004241784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006268651,0.00002282027,0.0002255209,0.00003440214,0.0000369875,0.000004773515,0.0002159642,0.0005674338,0.001005966,0.03495314,0.1400814,0.822789],"study_design_scores_gemma":[0.002115481,0.0004522469,0.001508746,0.0001745905,0.00001585581,0.000009054123,0.0001445956,0.292059,0.01301727,0.01331199,0.6768286,0.0003626329],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006164358,0.0006879459,0.9841866,0.006806871,0.001023086,0.0005108961,0.000009575958,0.0003974357,0.0002132161],"genre_scores_gemma":[0.6379385,0.00002958635,0.3558783,0.003206474,0.0001735117,0.0001171291,0.00000626979,0.00001190177,0.002638348],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8224263,"threshold_uncertainty_score":0.4376164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003131490475353491,"score_gpt":0.2332614161980986,"score_spread":0.2301299257227451,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}